{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Matplotlib图鉴——基础饼图\n",
    "\n",
    "## 公众号：可视化图鉴"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3.3.2\n",
      "1.2.0\n",
      "1.19.2\n"
     ]
    }
   ],
   "source": [
    "import matplotlib\n",
    "print(matplotlib.__version__) #查看Matplotlib版本\n",
    "import pandas as pd\n",
    "print(pd.__version__) #查看pandas版本\n",
    "import numpy as np\n",
    "print(np.__version__) #查看numpy版本\n",
    "import matplotlib.pyplot as plt \n",
    "plt.rcParams['font.sans-serif'] = ['STHeiti']  #设置中文"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "注意，代码在以下环境全部通过测试:\n",
    "- Python 3.7.1\n",
    "- Matplotlib == 3.3.2\n",
    "- pandas == 1.2.0\n",
    "- numpy == 1.19.2\n",
    "\n",
    "因版本不同，可能会有部分语法差异，如有报错，请先检查拼写及版本是否一致！"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 饼图（甜甜圈图）- 增加白色块"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#-*- coding: utf-8 -*-\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.figure(figsize=(8,9),dpi = 100)  \n",
    "sizes = [150,250,300,60]\n",
    "labels = ['A','B','C','D'] \n",
    "colors = ['#8A977B','#F4D000','#FF7F00','#FF4040']\n",
    "patches,l_text,p_text = plt.pie(sizes,labels = labels,\n",
    "                      colors=colors,\n",
    "                      autopct = '%3.2f%%', \n",
    "                      startangle = 90,\n",
    "                      pctdistance = 0.8       \n",
    "                      ) \n",
    "\n",
    "centre_circle = plt.Circle((0,0),0.50,fc='white')\n",
    "fig = plt.gcf()\n",
    "fig.gca().add_artist(centre_circle)\n",
    "\n",
    "\n",
    "plt.legend(patches, labels,\n",
    "          loc=\"center left\",\n",
    "          bbox_to_anchor=(1, 0.2, 1, 1),\n",
    "          fontsize=20)\n",
    "\n",
    "\n",
    "for t in l_text:\n",
    "    t.set_size(30)\n",
    "for t in p_text:\n",
    "    t.set_size(17)\n",
    "\n",
    "\n",
    "plt.title(\"饼图（甜甜圈图）- 增加白色块\",fontsize = 20) \n",
    "\n",
    "plt.axis('equal')\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 饼图（甜甜圈图）修改颜色和改变标签位置"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#fig, ax = plt.subplots(figsize=(6, 3), subplot_kw=dict(aspect=\"equal\"))\n",
    "\n",
    "plt.figure(figsize=(8,9),dpi = 100)  \n",
    "sizes = [150,250,300,60]\n",
    "labels = ['A','B','C','D'] \n",
    "\n",
    "colors = ['#FE4365','#FC9D9A','#F9CDAD','#C8C8A9']\n",
    "\n",
    "wedges, texts = plt.pie(sizes,colors = colors, wedgeprops=dict(width=0.5), startangle=-40)\n",
    "\n",
    "bbox_props = dict(boxstyle=\"square,pad=0.3\", fc=\"w\", ec=\"k\", lw=0.72)\n",
    "kw = dict(arrowprops=dict(arrowstyle=\"-\"),\n",
    "          bbox=bbox_props, zorder=0, va=\"center\")\n",
    "\n",
    "for i, p in enumerate(wedges):\n",
    "    ang = (p.theta2 - p.theta1)/2. + p.theta1\n",
    "    y = np.sin(np.deg2rad(ang))\n",
    "    x = np.cos(np.deg2rad(ang))\n",
    "    horizontalalignment = {-1: \"right\", 1: \"left\"}[int(np.sign(x))]\n",
    "    connectionstyle = \"angle,angleA=0,angleB={}\".format(ang)\n",
    "    kw[\"arrowprops\"].update({\"connectionstyle\": connectionstyle})\n",
    "    plt.annotate(labels[i], xy=(x, y), xytext=(1.2*np.sign(x),y),\n",
    "                horizontalalignment=horizontalalignment,fontsize = 20,**kw)\n",
    "    \n",
    "plt.legend(wedges, labels,\n",
    "          loc=\"center left\",\n",
    "          bbox_to_anchor=(1, 0.2, 1, 1),\n",
    "          fontsize=20)\n",
    "\n",
    "plt.title(\"饼图（甜甜圈图）- 修改颜色和改变标签位置\",fontsize = 20) \n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 嵌套饼图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "plt.subplots(figsize=(8,9),dpi = 100)\n",
    "\n",
    "size = 0.3  #内外圆心的比例\n",
    "vals = np.array([[60., 32.], [37., 40.], [29., 10.]]) \n",
    "\n",
    "labels1 = ['A','B','C']\n",
    "labels2 = ['AA','AB','BA','BB','CA','CB']\n",
    "\n",
    "cmap = plt.get_cmap(\"tab20b\")\n",
    "outer_colors = cmap(np.arange(3)*4)\n",
    "inner_colors = cmap([1, 2, 5, 6, 9, 10])\n",
    "\n",
    "wedges1, text1 = plt.pie(vals.sum(axis=1), radius=1, colors=outer_colors,\n",
    "       wedgeprops=dict(width=size, edgecolor='w'))\n",
    "\n",
    "wedges2, text2 = plt.pie(vals.flatten(), radius=1-size, colors=inner_colors,\n",
    "       wedgeprops=dict(width=size, edgecolor='w'))\n",
    "\n",
    "plt.legend(wedges2, labels2,\n",
    "          loc=\"center left\",\n",
    "          bbox_to_anchor=(1, 0.2, 1, 1),\n",
    "          fontsize=20)\n",
    "\n",
    "\n",
    "plt.title(\"嵌套饼图\",fontsize = 20)\n",
    "plt.savefig(\"C_06.png\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
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